Inference

LLM inference, model serving, vLLM, TensorRT, latency

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harshuljain13/llm-inference-at-scale: A Practitioner handbook for production llm serving.

 🧠LLMs  Content type: Code
github.com··Hacker News

A system programmer’s guide to LLM inference

 🧠LLMs  Content type: Blog

Alignment Collapse Under KV Cache Quantization: Diagnosis and Mitigation

 🧠LLMs  Content type: Academic
arxiv.org·

Inferoa AI harness claimed 90% cache savings. We ran it and measured 97.8%

 🧠LLMs

Qwen 3.6 27B AutoRound GGUF, need your feedback

 🧠LLMs

Gemma 4 QAT models: Optimizing model compression for mobile and laptop efficiency

 🧠LLMs  Content type: News  Content type: Blog
blog.google··Hacker News

Big Blue’s Redbook on Storage Scale KV Cache management

 🤖AI Agents  Content type: News
blocksandfiles.com·

DiffusionGemma: The Developer Guide

 🤖AI  Content type: Blog
developers.googleblog.com·

Speculators v0.5.0: DFlash support and online training

 🧠LLMs
developers.redhat.com·

2x GH200 for LLM inference, Part 2: vLLM, DeepSeek V4 Flash, and MTP

 🧠LLMs  Content type: Blog
dnhkng.github.io·

The Inference Alpha: Maximizing Frontier Models on AMD

 🧠LLMs  Content type: Blog
digitalocean.com·

The economics of speculative decoding

 🧠LLMs  Content type: Blog

LLM Inference Engineering Room — Part 3: The Orchestration Layer

 🧠LLMs  Content type: Blog

DeepSeekV4 1.6T Day 0 to Day 43 Performance Over Time - Huawei, GB300 NVL72, MI355X, B200

 🧠LLMs  Content type: News

How we fight GPU scarcity without compromise

 🧠LLMs  Content type: Blog
equixly.com··Hacker News

HNSW vs LSH: How Elasticsearch hits 0.99 recall@10 at 15,000 QPS — and what it costs

 🔍Vector DBs  Content type: Blog
elastic.co·

AMD's Lemonade SDK For Local AI Adds NVIDIA CUDA Support

 🧠LLMs
phoronix.com·

PagedAttention vs Traditional KV Cache: How vLLM Reinvented GPU Memory for LLM Inference

 🧠LLMs  Content type: Blog
medium.com
·

MoQ GGUFs and GSQ: Low-Bit GGUFs Are About to Get Much Better

 🤖AI  Content type: News  Content type: Blog

NVIDIA Accelerates Google DeepMind’s DiffusionGemma for Local AI

 🤖AI  Content type: Blog
blogs.nvidia.com·

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